Introduction: Accurate genotyping of Killer cell Immunoglobulin-like Receptor (KIR) genes plays a pivotal role in enhancing our understanding of innate immune responses, disease correlations, and the advancement of personalized medicine. However, due to the high variability of the KIR region and high level of sequence similarity among different KIR genes, the generic genotyping workflows are unable to accurately infer copy numbers and complete genotypes of individual KIR genes from next-generation sequencing data. Thus, specialized genotyping tools are needed to genotype this complex region.
Methods: Here, we introduce Geny, a new computational tool for precise genotyping of KIR genes. Geny utilizes available KIR allele databases and proposes a novel combination of expectation-maximization filtering schemes and integer linear programming-based combinatorial optimization models to resolve ambiguous reads, provide accurate copy number estimation, and estimate the correct allele of each copy of genes within the KIR region.
Results & Discussion: We evaluated Geny on a large set of simulated short-read datasets covering the known validated KIR region assemblies and a set of Illumina short-read samples sequenced from 40 validated samples from the Human Pangenome Reference Consortium collection and showed that it outperforms the existing state-of-the-art KIR genotyping tools in terms of accuracy, precision, and recall. We envision Geny becoming a valuable resource for understanding immune system response and consequently advancing the field of patient-centric medicine.
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http://dx.doi.org/10.3389/fimmu.2024.1494995 | DOI Listing |
Front Immunol
January 2025
Department of Computer Science, University of Victoria, Victoria, BC, Canada.
Introduction: Accurate genotyping of Killer cell Immunoglobulin-like Receptor (KIR) genes plays a pivotal role in enhancing our understanding of innate immune responses, disease correlations, and the advancement of personalized medicine. However, due to the high variability of the KIR region and high level of sequence similarity among different KIR genes, the generic genotyping workflows are unable to accurately infer copy numbers and complete genotypes of individual KIR genes from next-generation sequencing data. Thus, specialized genotyping tools are needed to genotype this complex region.
View Article and Find Full Text PDFTranspl Immunol
December 2024
Organ Transplantation Center, The Affiliated Hospital of Qingdao University, Qingdao, China. Electronic address:
Background: Cytomegalovirus (CMV) is a common clinical infection especially after organ transplantation and threaten the survival of recipients. Natural killer (NK) cells play an important role in the process of CMV infection. In this study, we want to explore that if the different of killer immunoglobulin-like receptors (KIRs) of NK cells could affect CMV infection.
View Article and Find Full Text PDFHLA
December 2024
Department of Clinical Hematology and Medical Oncology, Postgraduate Institute of Medical Education and Research, Chandigarh, India.
Novel KIR alleles KIR2DL1*0040135, KIR2DL1*112, KIR2DL1*0040136 and KIR3DL1*0010122, were identified using next-generation sequencing.
View Article and Find Full Text PDFbioRxiv
December 2024
Department of Neurology and Department of Epidemiology and Biostatistics, University of California San Francisco, CA, 94158, USA.
Killer-cell immunoglobulin-like receptors (s) are essential components of the innate immune system found on the surfaces of natural killer (NK) cells. The s encoding genes are located on chromosome 19q13.4 and are genetically diverse across populations.
View Article and Find Full Text PDFInsects
November 2024
Hunan Provincial Key Laboratory for Biology and Control of Plant Diseases and Insect Pests, College of Plant Protection, Hunan Agricultural University, Changsha 410128, China.
Flonicamid is a selective insecticide effective against piercing-sucking insects. Although its molecular target has been identified in other species, the specific effects and detailed mechanism of action in Kuwayama remain poorly understood. In this study, we determined that the LC of flonicamid for adults was 16.
View Article and Find Full Text PDFEnter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!